The chipped porcelain of the teacup felt cold against Ethan’s fingers. His sister, Olivia, was already in the garden, whistling as she pruned the roses. He had always been the one who retreated, the one who watched from the sidelines. Now, with the weight of the house pressing down on him, this habit felt especially burdensome.

He glanced around the kitchen, feeling a familiar tightness in his chest. The fridge was bare, the counters cluttered. He should be making a grocery list, but the task seemed insurmountable. He felt a profound aversion to taking charge, to making any decisions.

Olivia’s cheery voice drifted in from the garden. “Ethan, you want to come help?” He took another sip of tea, the silence a shield against a world that seemed to demand competence. He felt relief washing over him, and a small, shameful smile crept across his face.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258